{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:46.334404Z",
     "start_time": "2022-06-30T02:59:45.053063Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# 引入库\n",
    "from typing import Dict, List\n",
    "\n",
    "import empyrical as ep\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from data_service import get_index_daily, get_sales_depart_billboard\n",
    "from scr import HMA, calc_netbuy, get_exchange_set\n",
    "from scr.bt_func import (analysis_rets, analysis_trade, get_backtesting,\n",
    "                         netbuy_cross)\n",
    "from scr.plotting import (plot_distribution, plot_indicator,\n",
    "                          plot_qunatile_signal)\n",
    "from scr.tushare_api import TuShare\n",
    "\n",
    "my_ts = TuShare()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据获取\n",
    "billboard_df: pd.DataFrame = get_sales_depart_billboard(\n",
    "    '2013-01-01', '2022-02-02')\n",
    "\n",
    "# 数据储存\n",
    "billboard_df.to_csv('../data/billboard.csv', encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:50.897654Z",
     "start_time": "2022-06-30T02:59:48.033853Z"
    }
   },
   "outputs": [],
   "source": [
    "# 读取本地文件\n",
    "billboard_df: pd.DataFrame = pd.read_csv('../data/billboard.csv',\n",
    "                                         encoding='utf-8',\n",
    "                                         index_col=[0],\n",
    "                                         parse_dates=['trade_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.108406Z",
     "start_time": "2022-06-30T02:59:50.898536Z"
    }
   },
   "outputs": [],
   "source": [
    "# 获取沪深300数据\n",
    "hs300: pd.DataFrame = get_index_daily(code='000300.SH',\n",
    "                                      start_date='20130101',\n",
    "                                      end_date='20220222')\n",
    "hs300.set_index('trade_date', inplace=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.124358Z",
     "start_time": "2022-06-30T02:59:52.109398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>close</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>change</th>\n",
       "      <th>pct_chg</th>\n",
       "      <th>vol</th>\n",
       "      <th>amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>trade_date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-04</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>2551.814</td>\n",
       "      <td>2558.529</td>\n",
       "      <td>2498.892</td>\n",
       "      <td>2522.952</td>\n",
       "      <td>1.457</td>\n",
       "      <td>0.0577</td>\n",
       "      <td>97988182.0</td>\n",
       "      <td>9.557925e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-07</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>2518.047</td>\n",
       "      <td>2545.969</td>\n",
       "      <td>2511.603</td>\n",
       "      <td>2524.409</td>\n",
       "      <td>11.576</td>\n",
       "      <td>0.4586</td>\n",
       "      <td>75167993.0</td>\n",
       "      <td>7.316751e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>2534.647</td>\n",
       "      <td>2540.513</td>\n",
       "      <td>2502.490</td>\n",
       "      <td>2535.985</td>\n",
       "      <td>-10.655</td>\n",
       "      <td>-0.4202</td>\n",
       "      <td>71837100.0</td>\n",
       "      <td>7.649806e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-09</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>2518.104</td>\n",
       "      <td>2534.239</td>\n",
       "      <td>2504.299</td>\n",
       "      <td>2525.330</td>\n",
       "      <td>0.796</td>\n",
       "      <td>0.0315</td>\n",
       "      <td>70231170.0</td>\n",
       "      <td>7.423360e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-10</th>\n",
       "      <td>000300.SH</td>\n",
       "      <td>2530.569</td>\n",
       "      <td>2525.590</td>\n",
       "      <td>2553.352</td>\n",
       "      <td>2513.729</td>\n",
       "      <td>2526.126</td>\n",
       "      <td>4.443</td>\n",
       "      <td>0.1759</td>\n",
       "      <td>71085862.0</td>\n",
       "      <td>7.115905e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 code     close      open      high       low  pre_close  \\\n",
       "trade_date                                                                 \n",
       "2013-01-04  000300.SH  2524.409  2551.814  2558.529  2498.892   2522.952   \n",
       "2013-01-07  000300.SH  2535.985  2518.047  2545.969  2511.603   2524.409   \n",
       "2013-01-08  000300.SH  2525.330  2534.647  2540.513  2502.490   2535.985   \n",
       "2013-01-09  000300.SH  2526.126  2518.104  2534.239  2504.299   2525.330   \n",
       "2013-01-10  000300.SH  2530.569  2525.590  2553.352  2513.729   2526.126   \n",
       "\n",
       "            change  pct_chg         vol        amount  \n",
       "trade_date                                             \n",
       "2013-01-04   1.457   0.0577  97988182.0  9.557925e+07  \n",
       "2013-01-07  11.576   0.4586  75167993.0  7.316751e+07  \n",
       "2013-01-08 -10.655  -0.4202  71837100.0  7.649806e+07  \n",
       "2013-01-09   0.796   0.0315  70231170.0  7.423360e+07  \n",
       "2013-01-10   4.443   0.1759  71085862.0  7.115905e+07  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "hs300.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:52.140316Z",
     "start_time": "2022-06-30T02:59:52.125355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>trade_date</th>\n",
       "      <th>code</th>\n",
       "      <th>exalter</th>\n",
       "      <th>buy</th>\n",
       "      <th>buy_rate</th>\n",
       "      <th>sell</th>\n",
       "      <th>sell_rate</th>\n",
       "      <th>net_buy</th>\n",
       "      <th>side</th>\n",
       "      <th>reason</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>000043.SZ</td>\n",
       "      <td>中国国际金融有限公司上海淮海中路证券营业部</td>\n",
       "      <td>16970815.06</td>\n",
       "      <td>1.19</td>\n",
       "      <td>16377628.0</td>\n",
       "      <td>1.24</td>\n",
       "      <td>-593187.06</td>\n",
       "      <td>0</td>\n",
       "      <td>连续三个交易日内，涨幅偏离值累计达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>光大证券股份有限公司深圳金田路证券营业部</td>\n",
       "      <td>17202495.10</td>\n",
       "      <td>2.03</td>\n",
       "      <td>5832845.6</td>\n",
       "      <td>5.98</td>\n",
       "      <td>-11369649.50</td>\n",
       "      <td>1</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>光大证券股份有限公司深圳金田路证券营业部</td>\n",
       "      <td>17202495.10</td>\n",
       "      <td>2.03</td>\n",
       "      <td>5832845.6</td>\n",
       "      <td>5.98</td>\n",
       "      <td>-11369649.50</td>\n",
       "      <td>0</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>中国银河证券股份有限公司厦门美湖路证券营业部</td>\n",
       "      <td>7913689.96</td>\n",
       "      <td>0.01</td>\n",
       "      <td>26770.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>-7886919.96</td>\n",
       "      <td>1</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2013-01-04</td>\n",
       "      <td>300262.SZ</td>\n",
       "      <td>中信证券股份有限公司上海淮海中路证券营业部</td>\n",
       "      <td>4772872.77</td>\n",
       "      <td>1.53</td>\n",
       "      <td>4398000.0</td>\n",
       "      <td>1.66</td>\n",
       "      <td>-374872.77</td>\n",
       "      <td>0</td>\n",
       "      <td>换手率达20%的证券</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    trade_date       code                 exalter          buy  buy_rate  \\\n",
       "0   2013-01-04  000043.SZ   中国国际金融有限公司上海淮海中路证券营业部  16970815.06      1.19   \n",
       "264 2013-01-04  300262.SZ    光大证券股份有限公司深圳金田路证券营业部  17202495.10      2.03   \n",
       "263 2013-01-04  300262.SZ    光大证券股份有限公司深圳金田路证券营业部  17202495.10      2.03   \n",
       "262 2013-01-04  300262.SZ  中国银河证券股份有限公司厦门美湖路证券营业部   7913689.96      0.01   \n",
       "261 2013-01-04  300262.SZ   中信证券股份有限公司上海淮海中路证券营业部   4772872.77      1.53   \n",
       "\n",
       "           sell  sell_rate      net_buy  side                   reason  \n",
       "0    16377628.0       1.24   -593187.06     0  连续三个交易日内，涨幅偏离值累计达20%的证券  \n",
       "264   5832845.6       5.98 -11369649.50     1               换手率达20%的证券  \n",
       "263   5832845.6       5.98 -11369649.50     0               换手率达20%的证券  \n",
       "262     26770.0       2.75  -7886919.96     1               换手率达20%的证券  \n",
       "261   4398000.0       1.66   -374872.77     0               换手率达20%的证券  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数据结构\n",
    "billboard_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 信号构造\n",
    "\n",
    "1. 取得2013年1月4日至2022年2月22日之间沪深两市龙虎榜的数据,选取其中上榜席位为机构席位的信息,并计算当日所有单个席位净流入金额(单个席位买入金额-单个席位卖出金额)的总和,记为全市场机构席位绝对净流入额**IS_NetBuy**;\n",
    "2. 为了使不同交易日之间的IS_NetBuy可比,在本文对IS_NetBuy做了两市成交额中性化处理即**IS_NetBuy/沪深300指数当日成交金额**，得到全市场机构席位净流入强度**IS_NetBuy_S**,即相对净流入;\n",
    "3. IS_NetBuy_S就是我们需要分析的择时因子,我们希望能得到可能存在的非线性关系,我们进而绘制出IS_NetBuy_S的期望收益分布图，即计算每日IS_NetBuy_S数据对应的后10日沪深300指数涨跌幅情况,对所得结果按照 **IS_NetBuy_S**从小到大进行排序"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 席位分析期望收益分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:54.622763Z",
     "start_time": "2022-06-30T02:59:52.142311Z"
    }
   },
   "outputs": [],
   "source": [
    "# 席位划分\n",
    "exchange_set: Dict = get_exchange_set(billboard_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到**机构席位**(图二):当相对净流入指标处于极值两端的时候,市场的未来期望收益率更高,即龙虎榜机构席位出现较大净流出或净流入后,后10日的沪深300指数对应为表现较好，而龙虎榜机构席位的净流入或净流出绝对值较低时，后10日的沪深300指数对应为表现较差。统计结果印证了机构龙虎榜影响下的有限注意力规律，即当机构席 位出现极端行为时很多的决策注意力被吸引而来，出现了较为明显的非线性交易规律， 整体的收益分布呈现出明显的V字型，即正收益来自于两端，负收益来自于中间。如果 择时因子与宽基未来收益显著正相关，且相关系数是 1，那么期望收益分布图则是一个 单调递增的形状。因此，期望收益分布图简单明了的表示择时因子与未来收益的非线性关系，而 IS_NetBuy_S 指标的期望收益分布图就是呈现出V型的非线性关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:59.733936Z",
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画分布\n",
    "size: int = len(exchange_set)\n",
    "\n",
    "for name, cond in exchange_set.items():\n",
    "\n",
    "    is_netbuy_s: pd.Series = calc_netbuy(billboard_df[cond], hs300['amount'])\n",
    "    plot_distribution(is_netbuy_s, hs300['close'], 10, f'{name}信号分布情况')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 回测\n",
    "## 信号生成逻辑\n",
    "\n",
    "由图二:当龙虎榜机构席位出现大幅相对净流入的时候,市场后续可能还会再继续向上脉冲;正所谓物极必反,当龙虎榜机构席位出现大幅相对净流出的时候,往往出现超跌状态,市场未来或更偏向反弹;而当龙虎榜机构席位相对 净流入较少或者相对净流出较少的时候,市场未来往往会更偏向震荡或者下跌。因此后文将依赖该特征,去构建龙虎榜的机构择时模型。\n",
    "\n",
    "## 交易信号构造\n",
    "\n",
    "*无论是成交量模型,亦或是涨跌停模型,都使用了一类平滑性好滞后性低的均线HMA,因此本文使用的均线亦是基于HMA。而根据上文的统计结果,由于未来收益特征分布呈现出明显的V字型,因此择时模型的构造逻辑为做多两边做空中间*\n",
    "\n",
    "以全市场机构席位相对净流入强度指标IS_NetBuy_S为基础:\n",
    "\n",
    "- fast_line:使用HMA均线对IS_NetBuy_S进行平滑处理(以30为短期均线参数),结果记为IS_NetBuy_S_S;\n",
    "- slow_line:使用HMA均线对IS_NetBuy_S进行平滑处理(以100为短期均线参数),结果记为 IS_NetBuy_S_L;\n",
    "  \n",
    "**多头开/平仓规则**:\n",
    "\n",
    "1. 大幅相对净流入:IS_NetBuy_S_S>IS_NetBuy_S_L(短期均线大于长期均线)且短期均线IS_NetBuy_S_S > 0且长期均线IS_NetBuy_S_L>0做多\n",
    "2. 大幅相对净流出:IS_NetBuy_S_S<IS_NetBuy_S_L(短期均线小于长期均线) 且短期均线IS_NetBuy_S_S < 0且长期均线IS_NetBuy_S_L<0做多\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T02:59:59.749893Z",
     "start_time": "2022-06-30T02:59:59.734935Z"
    },
    "code_folding": [
     0
    ]
   },
   "outputs": [],
   "source": [
    "# 数据准备\n",
    "def prepare_bt_data(ohlc: pd.DataFrame,\n",
    "                    billboard: pd.DataFrame,\n",
    "                    exchange_set: Dict = None,\n",
    "                    fast_period: int = 30,\n",
    "                    slow_period: int = 100) -> pd.DataFrame:\n",
    "    \"\"\"准备回测用数据\n",
    "\n",
    "    Args:\n",
    "        ohlc (pd.DataFrame): index-date OHLC及amount\n",
    "        billboard (pd.DataFrfame): 龙虎榜数据\n",
    "        exchange_set (Dict, optional): 席位划分字典,None时全量. Defaults to None.\n",
    "        fast_period (int, optional): 短周期均线. Defaults to 30.\n",
    "        slow_period (int, optional): 长周期均线. Defaults to 100.\n",
    "\n",
    "    Returns:\n",
    "        pd.DataFrame\n",
    "    \"\"\"\n",
    "    if exchange_set is None:\n",
    "\n",
    "        is_netbuy_s: pd.Series = calc_netbuy(billboard, ohlc['amount'])\n",
    "\n",
    "    else:\n",
    "\n",
    "        is_netbuy_s: pd.Series = calc_netbuy(billboard[exchange_set],\n",
    "                                             ohlc['amount'])\n",
    "\n",
    "    # 计算HMA信号\n",
    "    is_netbuy_s_s: pd.Series = HMA(is_netbuy_s, fast_period)\n",
    "    is_netbuy_s_l: pd.Series = HMA(is_netbuy_s, slow_period)\n",
    "\n",
    "    is_netbuy_s_s.name = 'fast'\n",
    "    is_netbuy_s_l.name = 'slow'\n",
    "\n",
    "    bt_data: pd.DataFrame = pd.concat((ohlc, is_netbuy_s_s, is_netbuy_s_l),\n",
    "                                      axis=1)\n",
    "    return bt_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T03:00:00.568400Z",
     "start_time": "2022-06-30T02:59:59.751888Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "2016-12-30,BUY EXECUTED,ref:79,Price:3302.9296,Size:50.00,Cost:165146.4780,Comm 0.0000,Stock:hs300\n",
      "2017-01-12,SELL EXECUTED,ref:80,Price:3332.3524,Size:-50.00,Cost:165146.4780,Comm 0.0000,Stock:hs300\n",
      "2017-01-24,BUY EXECUTED,ref:81,Price:3363.4737,Size:50.00,Cost:168173.6857,Comm 0.0000,Stock:hs300\n",
      "2017-02-16,SELL EXECUTED,ref:82,Price:3421.4877,Size:-50.00,Cost:168173.6857,Comm 0.0000,Stock:hs300\n",
      "2017-03-29,BUY EXECUTED,ref:83,Price:3473.3138,Size:49.00,Cost:170192.3760,Comm 0.0000,Stock:hs300\n",
      "2017-04-28,SELL EXECUTED,ref:84,Price:3439.2295,Size:-49.00,Cost:170192.3760,Comm 0.0000,Stock:hs300\n",
      "2017-06-28,BUY EXECUTED,ref:85,Price:3664.5293,Size:46.00,Cost:168568.3485,Comm 0.0000,Stock:hs300\n",
      "2017-09-05,SELL EXECUTED,ref:86,Price:3845.1605,Size:-46.00,Cost:168568.3485,Comm 0.0000,Stock:hs300\n",
      "2017-09-19,BUY EXECUTED,ref:87,Price:3850.2644,Size:46.00,Cost:177112.1618,Comm 0.0000,Stock:hs300\n",
      "2017-10-18,SELL EXECUTED,ref:88,Price:3914.8152,Size:-46.00,Cost:177112.1618,Comm 0.0000,Stock:hs300\n",
      "2017-11-14,BUY EXECUTED,ref:89,Price:4129.6865,Size:43.00,Cost:177576.5207,Comm 0.0000,Stock:hs300\n",
      "2017-12-15,SELL EXECUTED,ref:90,Price:4018.3294,Size:-43.00,Cost:177576.5207,Comm 0.0000,Stock:hs300\n",
      "2018-01-15,BUY EXECUTED,ref:91,Price:4230.2587,Size:41.00,Cost:173440.6060,Comm 0.0000,Stock:hs300\n",
      "2018-02-02,SELL EXECUTED,ref:92,Price:4213.5172,Size:-41.00,Cost:173440.6060,Comm 0.0000,Stock:hs300\n",
      "2018-03-02,BUY EXECUTED,ref:93,Price:4015.3525,Size:43.00,Cost:172660.1573,Comm 0.0000,Stock:hs300\n",
      "2018-03-20,SELL EXECUTED,ref:94,Price:4045.3382,Size:-43.00,Cost:172660.1573,Comm 0.0000,Stock:hs300\n",
      "2018-04-10,BUY EXECUTED,ref:95,Price:3861.1086,Size:45.00,Cost:173749.8858,Comm 0.0000,Stock:hs300\n",
      "2018-05-08,SELL EXECUTED,ref:96,Price:3834.2306,Size:-45.00,Cost:173749.8858,Comm 0.0000,Stock:hs300\n",
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      "2018-06-14,BUY EXECUTED,ref:99,Price:3775.0171,Size:45.00,Cost:169875.7679,Comm 0.0000,Stock:hs300\n",
      "2018-06-25,SELL EXECUTED,ref:100,Price:3625.4358,Size:-45.00,Cost:169875.7679,Comm 0.0000,Stock:hs300\n",
      "2018-06-28,BUY EXECUTED,ref:101,Price:3435.2876,Size:48.00,Cost:164893.8045,Comm 0.0000,Stock:hs300\n",
      "2018-07-18,SELL EXECUTED,ref:102,Price:3456.2608,Size:-48.00,Cost:164893.8045,Comm 0.0000,Stock:hs300\n",
      "2018-07-24,BUY EXECUTED,ref:103,Price:3531.0172,Size:47.00,Cost:165957.8068,Comm 0.0000,Stock:hs300\n",
      "2018-08-08,SELL EXECUTED,ref:104,Price:3361.8123,Size:-47.00,Cost:165957.8068,Comm 0.0000,Stock:hs300\n",
      "2018-09-03,BUY EXECUTED,ref:105,Price:3321.0219,Size:48.00,Cost:159409.0497,Comm 0.0000,Stock:hs300\n",
      "2018-09-27,SELL EXECUTED,ref:106,Price:3415.6116,Size:-48.00,Cost:159409.0497,Comm 0.0000,Stock:hs300\n",
      "2018-10-25,BUY EXECUTED,ref:107,Price:3108.1510,Size:51.00,Cost:158515.7002,Comm 0.0000,Stock:hs300\n",
      "2018-11-06,SELL EXECUTED,ref:108,Price:3254.6523,Size:-51.00,Cost:158515.7002,Comm 0.0000,Stock:hs300\n",
      "2018-12-03,BUY EXECUTED,ref:109,Price:3261.0123,Size:53.00,Cost:172833.6502,Comm 0.0000,Stock:hs300\n",
      "2018-12-25,SELL EXECUTED,ref:110,Price:3006.5780,Size:-53.00,Cost:172833.6502,Comm 0.0000,Stock:hs300\n",
      "2019-01-09,BUY EXECUTED,ref:111,Price:3065.5372,Size:52.00,Cost:159407.9356,Comm 0.0000,Stock:hs300\n",
      "2019-01-17,SELL EXECUTED,ref:112,Price:3132.3152,Size:-52.00,Cost:159407.9356,Comm 0.0000,Stock:hs300\n",
      "2019-02-18,BUY EXECUTED,ref:113,Price:3366.7596,Size:48.00,Cost:161604.4628,Comm 0.0000,Stock:hs300\n"
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      "2019-05-27,SELL EXECUTED,ref:118,Price:3592.2434,Size:-51.00,Cost:187443.3906,Comm 0.0000,Stock:hs300\n",
      "2019-06-19,BUY EXECUTED,ref:119,Price:3761.7142,Size:50.00,Cost:188085.7117,Comm 0.0000,Stock:hs300\n",
      "2019-07-09,SELL EXECUTED,ref:120,Price:3797.7156,Size:-50.00,Cost:188085.7117,Comm 0.0000,Stock:hs300\n",
      "2019-07-23,BUY EXECUTED,ref:121,Price:3783.9195,Size:49.00,Cost:185412.0533,Comm 0.0000,Stock:hs300\n",
      "2019-08-07,SELL EXECUTED,ref:122,Price:3654.2668,Size:-49.00,Cost:185412.0533,Comm 0.0000,Stock:hs300\n",
      "2019-09-20,BUY EXECUTED,ref:123,Price:3933.8527,Size:46.00,Cost:180957.2263,Comm 0.0000,Stock:hs300\n",
      "2019-10-10,SELL EXECUTED,ref:124,Price:3838.1027,Size:-46.00,Cost:180957.2263,Comm 0.0000,Stock:hs300\n",
      "2019-10-11,BUY EXECUTED,ref:125,Price:3885.9084,Size:45.00,Cost:174865.8758,Comm 0.0000,Stock:hs300\n",
      "2019-10-29,SELL EXECUTED,ref:126,Price:3929.3147,Size:-45.00,Cost:174865.8758,Comm 0.0000,Stock:hs300\n",
      "2019-10-30,BUY EXECUTED,ref:127,Price:3905.1077,Size:45.00,Cost:175729.8452,Comm 0.0000,Stock:hs300\n",
      "2019-11-07,SELL EXECUTED,ref:128,Price:3984.1544,Size:-45.00,Cost:175729.8452,Comm 0.0000,Stock:hs300\n",
      "2019-11-19,BUY EXECUTED,ref:129,Price:3904.4900,Size:46.00,Cost:179606.5405,Comm 0.0000,Stock:hs300\n",
      "2019-11-28,SELL EXECUTED,ref:130,Price:3877.5134,Size:-46.00,Cost:179606.5405,Comm 0.0000,Stock:hs300\n",
      "2019-12-03,BUY EXECUTED,ref:131,Price:3829.5949,Size:47.00,Cost:179990.9613,Comm 0.0000,Stock:hs300\n",
      "2019-12-12,SELL EXECUTED,ref:132,Price:3908.0629,Size:-47.00,Cost:179990.9613,Comm 0.0000,Stock:hs300\n",
      "2019-12-27,BUY EXECUTED,ref:133,Price:4029.6483,Size:45.00,Cost:181334.1746,Comm 0.0000,Stock:hs300\n",
      "2020-01-21,SELL EXECUTED,ref:134,Price:4164.6038,Size:-45.00,Cost:181334.1746,Comm 0.0000,Stock:hs300\n",
      "2020-02-20,BUY EXECUTED,ref:135,Price:4063.3031,Size:46.00,Cost:186911.9421,Comm 0.0000,Stock:hs300\n",
      "2020-03-06,SELL EXECUTED,ref:136,Price:4157.7863,Size:-46.00,Cost:186911.9421,Comm 0.0000,Stock:hs300\n",
      "2020-03-30,BUY EXECUTED,ref:137,Price:3657.8281,Size:52.00,Cost:190207.0636,Comm 0.0000,Stock:hs300\n",
      "2020-03-31,SELL EXECUTED,ref:138,Price:3707.7696,Size:-52.00,Cost:190207.0636,Comm 0.0000,Stock:hs300\n",
      "2020-04-07,BUY EXECUTED,ref:139,Price:3780.2856,Size:52.00,Cost:196574.8507,Comm 0.0000,Stock:hs300\n",
      "2020-04-10,SELL EXECUTED,ref:140,Price:3794.4634,Size:-52.00,Cost:196574.8507,Comm 0.0000,Stock:hs300\n",
      "2020-04-16,BUY EXECUTED,ref:141,Price:3778.1764,Size:51.00,Cost:192686.9954,Comm 0.0000,Stock:hs300\n",
      "2020-04-27,SELL EXECUTED,ref:142,Price:3807.6363,Size:-51.00,Cost:192686.9954,Comm 0.0000,Stock:hs300\n",
      "2020-05-25,BUY EXECUTED,ref:143,Price:3828.7034,Size:51.00,Cost:195263.8750,Comm 0.0000,Stock:hs300\n",
      "2020-05-27,SELL EXECUTED,ref:144,Price:3873.3110,Size:-51.00,Cost:195263.8750,Comm 0.0000,Stock:hs300\n",
      "2020-06-01,BUY EXECUTED,ref:145,Price:3902.1165,Size:51.00,Cost:199007.9401,Comm 0.0000,Stock:hs300\n",
      "2020-07-09,SELL EXECUTED,ref:146,Price:4769.5999,Size:-51.00,Cost:199007.9401,Comm 0.0000,Stock:hs300\n",
      "2020-08-07,BUY EXECUTED,ref:147,Price:4742.7681,Size:50.00,Cost:237138.4065,Comm 0.0000,Stock:hs300\n",
      "2020-08-20,SELL EXECUTED,ref:148,Price:4707.6545,Size:-50.00,Cost:237138.4065,Comm 0.0000,Stock:hs300\n",
      "2020-09-24,BUY EXECUTED,ref:149,Price:4624.4159,Size:51.00,Cost:235845.2107,Comm 0.0000,Stock:hs300\n",
      "2020-10-22,SELL EXECUTED,ref:150,Price:4780.1173,Size:-51.00,Cost:235845.2107,Comm 0.0000,Stock:hs300\n",
      "2020-10-29,BUY EXECUTED,ref:151,Price:4684.0754,Size:51.00,Cost:238887.8434,Comm 0.0000,Stock:hs300\n",
      "2020-11-16,SELL EXECUTED,ref:152,Price:4880.4699,Size:-51.00,Cost:238887.8434,Comm 0.0000,Stock:hs300\n",
      "2020-11-24,BUY EXECUTED,ref:153,Price:4997.5482,Size:50.00,Cost:249877.4102,Comm 0.0000,Stock:hs300\n",
      "2020-12-07,SELL EXECUTED,ref:154,Price:5065.2219,Size:-50.00,Cost:249877.4102,Comm 0.0000,Stock:hs300\n",
      "2020-12-21,BUY EXECUTED,ref:155,Price:4996.2618,Size:51.00,Cost:254809.3506,Comm 0.0000,Stock:hs300\n",
      "2021-01-06,SELL EXECUTED,ref:156,Price:5385.9757,Size:-51.00,Cost:254809.3506,Comm 0.0000,Stock:hs300\n",
      "2021-02-05,BUY EXECUTED,ref:157,Price:5495.2506,Size:50.00,Cost:274762.5285,Comm 0.0000,Stock:hs300\n",
      "2021-03-04,SELL EXECUTED,ref:158,Price:5387.9397,Size:-50.00,Cost:274762.5285,Comm 0.0000,Stock:hs300\n",
      "2021-03-05,BUY EXECUTED,ref:159,Price:5192.4891,Size:51.00,Cost:264816.9439,Comm 0.0000,Stock:hs300\n",
      "2021-03-23,SELL EXECUTED,ref:160,Price:5056.5575,Size:-51.00,Cost:264816.9439,Comm 0.0000,Stock:hs300\n",
      "2021-05-12,BUY EXECUTED,ref:161,Price:5004.3175,Size:52.00,Cost:260224.5090,Comm 0.0000,Stock:hs300\n",
      "2021-05-26,SELL EXECUTED,ref:162,Price:5325.5843,Size:-52.00,Cost:260224.5090,Comm 0.0000,Stock:hs300\n",
      "2021-06-29,BUY EXECUTED,ref:163,Price:5248.5249,Size:53.00,Cost:278171.8197,Comm 0.0000,Stock:hs300\n",
      "2021-08-05,SELL EXECUTED,ref:164,Price:4945.6722,Size:-53.00,Cost:278171.8197,Comm 0.0000,Stock:hs300\n",
      "2021-09-02,BUY EXECUTED,ref:165,Price:4866.3084,Size:54.00,Cost:262780.6526,Comm 0.0000,Stock:hs300\n",
      "2021-10-12,SELL EXECUTED,ref:166,Price:4920.1675,Size:-54.00,Cost:262780.6526,Comm 0.0000,Stock:hs300\n",
      "2021-10-20,BUY EXECUTED,ref:167,Price:4927.2654,Size:54.00,Cost:266072.3304,Comm 0.0000,Stock:hs300\n",
      "2021-10-29,SELL EXECUTED,ref:168,Price:4860.7806,Size:-54.00,Cost:266072.3304,Comm 0.0000,Stock:hs300\n",
      "2021-11-02,BUY EXECUTED,ref:169,Price:4886.6735,Size:54.00,Cost:263880.3700,Comm 0.0000,Stock:hs300\n",
      "2021-12-08,SELL EXECUTED,ref:170,Price:4933.9122,Size:-54.00,Cost:263880.3700,Comm 0.0000,Stock:hs300\n",
      "2022-01-07,BUY EXECUTED,ref:171,Price:4824.8005,Size:55.00,Cost:265364.0292,Comm 0.0000,Stock:hs300\n",
      "2022-01-17,SELL EXECUTED,ref:172,Price:4728.2866,Size:-55.00,Cost:265364.0292,Comm 0.0000,Stock:hs300\n",
      "2022-01-27,BUY EXECUTED,ref:173,Price:4708.4364,Size:55.00,Cost:258964.0020,Comm 0.0000,Stock:hs300\n",
      "2022-02-08,SELL EXECUTED,ref:174,Price:4625.9739,Size:-55.00,Cost:258964.0020,Comm 0.0000,Stock:hs300\n"
     ]
    }
   ],
   "source": [
    "# 获取数据\n",
    "bt_data:pd.DataFrame = prepare_bt_data(hs300,billboard_df,exchange_set['机构席位'],30,100)\n",
    "\n",
    "# 回测\n",
    "bt_result = get_backtesting(bt_data, 'hs300', netbuy_cross)"
   ]
  },
  {
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   "execution_count": 10,
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     "start_time": "2022-06-30T03:00:00.569398Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
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       "    'data': [{'cells': {'align': [left, center],\n",
       "                        'font':…"
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    }
   ],
   "source": [
    "analysis_rets(bt_data['close'], bt_result.result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-06-30T03:00:02.038592Z",
     "start_time": "2022-06-30T03:00:01.837485Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "801c159fb3514fcc98bf169c6c13d0ba",
       "version_major": 2,
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       "VBox(children=(FigureWidget({\n",
       "    'data': [{'cells': {'align': [left, center],\n",
       "                        'font':…"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_trade(bt_data['close'],bt_result.result)"
   ]
  }
 ],
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